{
  "review_date": "2026-09-18",
  "window": [
    "2025-09-18",
    "2026-09-18"
  ],
  "method": "Purposeful visual storytelling sample from the rolling publication year. Interpretations are separated from visible observations. Two/four-second still sampling and available captions do not constitute complete moving or listening review.",
  "counts": {
    "selected_films": 16,
    "sampled_positions": 739,
    "useful_caption_tracks": 8,
    "continuous_playback_reviews": 0,
    "listening_reviews": 0
  },
  "inventory_context": {
    "listed_ids": 805,
    "dated_in_window": 461,
    "note": "Discovery snapshot, not films watched or a historical archive."
  },
  "patterns": [
    {
      "id": "human",
      "title": "Make a capability matter",
      "steps": [
        "Human difficulty",
        "Specific help",
        "A continuing goal"
      ],
      "description": "Establish whose work is difficult before introducing the feature. Show the help at the scale actually demonstrated: a plan, a decision or an answer can be a useful result without claiming a transformed life or business.",
      "prompt": "What does the person need to do next?",
      "example": "IqC3YrIzbQw",
      "example_note": "Pull-Up introduces physical effort before the request. The plan supplies a next step; the larger fitness goal remains ahead.",
      "also": "gpj9YWbr3IQ",
      "adaptation": "Open on a concrete difficulty from the recorded account. Connect the demo to that task and name the result it actually supplies."
    },
    {
      "id": "artifact",
      "title": "Connect several capabilities",
      "steps": [
        "A recognizable task",
        "Related changes",
        "Review or handoff"
      ],
      "description": "Keep an artifact, a project identity or a question recognizable as the interface changes. Each new surface should have a job in the same piece of work.",
      "prompt": "What will the audience recognize in the next scene?",
      "example": "yRc5HcGJ-Cs",
      "example_note": "The lamp project carries research, imagery, a deck and feedback. The chart revision makes control visible after generation.",
      "also": "xnInEsaaj9c",
      "adaptation": "Carry real Poe content through the capabilities that belong to one task. Show the consequence of each action before introducing another."
    },
    {
      "id": "mechanism",
      "title": "Explain technical machinery",
      "steps": [
        "An obstacle",
        "A needed mechanism",
        "Inspectable evidence"
      ],
      "description": "Introduce technical detail when the task needs it. A problem gives the audience a reason to care about the mechanism and a way to judge its contribution.",
      "prompt": "What difficulty makes this mechanism necessary?",
      "example": "2YHa1vhnmK0",
      "example_note": "The incident investigation creates reasons for filtering logs, delegating work and managing context. A report gathers the result.",
      "also": "Ej6hnsQgV_c",
      "adaptation": "Let the speaker's concrete problem lead the sequence. Reveal the mechanism, then hold the evidence while its meaning is explained."
    },
    {
      "id": "tutorial",
      "title": "Teach a workflow",
      "steps": [
        "Preview the destination",
        "Build and revise",
        "Explain the next action"
      ],
      "description": "An early result makes the procedure worth following. One meaningful revision then demonstrates that the audience can direct the result, rather than merely receive it.",
      "prompt": "What should the audience be able to do afterward?",
      "example": "0qK3KqvtRrg",
      "example_note": "The trip-site preview comes before construction. The expense-tracker revision and sharing explanation extend the lesson beyond the first output.",
      "also": "0e-Brv-gS9Q",
      "adaptation": "Preview a real outcome, demonstrate a specific change, and end on the next action that follows from the recorded explanation."
    },
    {
      "id": "turn",
      "title": "Tell a retrospective",
      "steps": [
        "Starting conditions",
        "A turning point",
        "Present work and a next step"
      ],
      "description": "Give the account a change in understanding, a decision or a user encounter. Artifacts make that change concrete and keep a retrospective from becoming only a chronology.",
      "prompt": "What happened that changed the direction of the work?",
      "example": "8JXwrVQQ4jw",
      "example_note": "The captioned research turning point organizes the anniversary film. Its archive sequence is thematic, not a strictly ordered historical timeline.",
      "also": "PSnJBfa183Y",
      "adaptation": "Use verified team artifacts and one consequential turn. Label dates when chronology matters and distinguish present evidence from future ambition."
    },
    {
      "id": "trust",
      "title": "Answer an adoption objection",
      "steps": [
        "State the doubt",
        "Show the mechanism",
        "Retain its conditions"
      ],
      "description": "The audience may need an explanation of trust more than another output reveal. Make the mechanism inspectable and include the human work it depends on.",
      "prompt": "What would stop this audience from relying on the result?",
      "example": "bbNTY8O0GTY",
      "example_note": "The definitions document answers a concern about business meaning. Expert review and continuing maintenance remain part of the explanation.",
      "also": "2YHa1vhnmK0",
      "adaptation": "Name the strongest relevant objection, show how the current product handles it, and preserve any necessary review or limitation."
    }
  ],
  "films": [
    {
      "id": "IqC3YrIzbQw",
      "format": "Human situation / short ad",
      "observations": [
        {
          "start": 0,
          "end": 12,
          "text": "A person grips a pull-up bar and strains; the physical situation precedes any product copy."
        },
        {
          "start": 14,
          "end": 26,
          "text": "A request and a structured training plan appear over the same outdoor setting."
        },
        {
          "start": 28,
          "end": 29.85,
          "text": "The person stands beneath the equipment with the ChatGPT end branding."
        }
      ],
      "interpretation": "The payoff is a usable next step toward a human goal. The sampled ending does not claim the training goal has already been achieved.",
      "adaptation": "Establish the practical frustration, then show the exact help delivered. Keep the broader aspiration distinct from the demonstrated result.",
      "limit": "No captions listed; visual reading only. No claim about athletic improvement or the soundtrack.",
      "sampling_interval_seconds": 2,
      "sample_count": 16,
      "source_duration_seconds": 30.0,
      "title": "Pull-Up with ChatGPT",
      "publication_date": "2025-09-28",
      "source_url": "https://www.youtube.com/watch?v=IqC3YrIzbQw",
      "slug": "pull-up",
      "short_title": "Pull-Up with ChatGPT",
      "category": "human",
      "structure": "A human need",
      "question": "What would help this person take the next step?",
      "thread": "The person and the pull-up bar remain the reference point when the interface arrives.",
      "ending": "A usable training plan, with the larger fitness goal still ahead.",
      "reading": "The opening makes the problem understandable without a product explanation. When the request and plan arrive, the audience already knows what they are for. Returning to the person keeps the practical goal larger than the interface. The small scale of the demonstrated help is part of the structure: the ad offers a next step in a continuing effort.",
      "roles": [
        {
          "label": "Establish the need",
          "why": "Physical effort supplies the reason to care. The viewer can understand the difficulty before reading a prompt or learning a feature name."
        },
        {
          "label": "Make the help specific",
          "why": "The plan answers the situation established in the opening. Staying in the same setting connects the digital response to the person's immediate work."
        },
        {
          "label": "Return to the person",
          "why": "The closing image leaves the goal with its owner. It supports an invitation to keep trying; it is not a before-and-after demonstration of improved strength."
        }
      ],
      "frames": [
        {
          "time": 8.0,
          "label": "Need",
          "caption": "The physical task supplies the context.",
          "image": "/videos/storytelling/media/pull-up/008000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=IqC3YrIzbQw&t=8s"
        },
        {
          "time": 18.0,
          "label": "Help",
          "caption": "The request connects the product to that task.",
          "image": "/videos/storytelling/media/pull-up/018000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=IqC3YrIzbQw&t=18s"
        },
        {
          "time": 26.0,
          "label": "Next step",
          "caption": "The training plan is the demonstrated result.",
          "image": "/videos/storytelling/media/pull-up/026000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=IqC3YrIzbQw&t=26s"
        }
      ],
      "borrow": [
        "Begin with a recognizable difficulty in the team's actual work.",
        "Show the precise help delivered, then return to the task it serves."
      ],
      "risk": "An adaptation that jumps from a generated plan to a claim of achieved impact would skip the work the source film leaves ahead.",
      "compare": {
        "id": "gpj9YWbr3IQ",
        "reason": "A longer customer account can explain the decisions and personal context that a 30-second ad can only establish briefly."
      }
    },
    {
      "id": "lEcg6AJ6DVY",
      "format": "Generated-output showcase",
      "observations": [
        {
          "start": 0,
          "end": 2,
          "text": "A short product introduction appears on black."
        },
        {
          "start": 4,
          "end": 22,
          "text": "A skating sequence gives way to an animated festival exchange."
        },
        {
          "start": 24,
          "end": 52,
          "text": "Paddleboard, space-dog and horseback sequences each retain an action and its consequence across several samples."
        },
        {
          "start": 54,
          "end": 57.16,
          "text": "Product name and brand close the montage."
        }
      ],
      "interpretation": "Variety supplies the argument, but each example has a small event rather than being a single attractive still.",
      "adaptation": "For a range-of-results segment, choose distinct outcomes and let each resolve before switching examples.",
      "limit": "Caption retrieval failed. This does not assess synchronized sound, generation reliability or physical accuracy.",
      "sampling_interval_seconds": 2,
      "sample_count": 30,
      "source_duration_seconds": 57.30725,
      "title": "This is Sora 2",
      "publication_date": "2025-09-30",
      "source_url": "https://www.youtube.com/watch?v=lEcg6AJ6DVY",
      "slug": "sora-2",
      "short_title": "This is Sora 2",
      "category": "showcase",
      "structure": "A series of small events",
      "question": "What kinds of scenes can this showcase put in motion?",
      "thread": "Different worlds repeat the same unit: a situation, an action and a consequence.",
      "ending": "A sense of breadth across selected examples.",
      "reading": "The examples vary in setting and visual style, but they are not presented only as a collection of isolated images. Each gets enough sampled screen time for something to happen. That gives the montage a repeatable editorial unit even without a single protagonist or task. The argument comes from differences between examples and continuity within each example.",
      "roles": [
        {
          "label": "Name the frame of reference",
          "why": "The brief product introduction identifies the showcase before the film begins changing worlds."
        },
        {
          "label": "Establish variety",
          "why": "Live-action-style skating and an animated exchange make the change of register apparent early. They set an expectation of range."
        },
        {
          "label": "Let events resolve",
          "why": "The paddleboard, space-dog and horseback examples preserve actions and consequences across the samples. Viewers get small situations to follow, rather than only new compositions."
        },
        {
          "label": "Gather the examples under one name",
          "why": "The closing brand connects the variety back to the product. It does not add evidence about how typical or repeatable the selected outputs are."
        }
      ],
      "frames": [
        {
          "time": 10.0,
          "label": "Situation",
          "caption": "A skating example establishes one visual world.",
          "image": "/videos/storytelling/media/sora-2/010000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=lEcg6AJ6DVY&t=10s"
        },
        {
          "time": 28.0,
          "label": "Consequence",
          "caption": "The paddleboard example is allowed to become an event.",
          "image": "/videos/storytelling/media/sora-2/028000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=lEcg6AJ6DVY&t=28s"
        },
        {
          "time": 48.0,
          "label": "Variation",
          "caption": "A different setting repeats the event-based unit.",
          "image": "/videos/storytelling/media/sora-2/048000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=lEcg6AJ6DVY&t=48s"
        }
      ],
      "borrow": [
        "For a range-of-results segment, choose examples with meaningfully different outcomes.",
        "Give each example an observable change before moving to the next."
      ],
      "risk": "A broad output montage cannot establish reliability or typical quality without separate evidence. This still study also cannot assess sound or physical accuracy.",
      "compare": {
        "id": "xnInEsaaj9c",
        "reason": "Prism creates continuity by keeping the same artifact; this showcase creates continuity through a repeated kind of event."
      }
    },
    {
      "id": "Ej6hnsQgV_c",
      "format": "Product launch / escalating agency",
      "observations": [
        {
          "start": 0,
          "end": 16,
          "text": "Product introduction leads into an identifiable browser."
        },
        {
          "start": 20,
          "end": 40,
          "text": "An assistant answers questions in the context of rental, learning, financial and flight pages."
        },
        {
          "start": 46,
          "end": 60,
          "text": "Inline email assistance is followed by recovery of previously viewed shopping pages."
        },
        {
          "start": 64,
          "end": 86,
          "text": "A shopping request leads through browser permission and visible activity to a filled cart with a checkout control."
        },
        {
          "start": 88,
          "end": 97.55,
          "text": "A benefit statement, icon and download destination close the film."
        }
      ],
      "interpretation": "The chapters increase delegated responsibility: understand, assist, remember, act. The last task retains a human checkout boundary.",
      "adaptation": "Order related capabilities by increasing responsibility; preserve authorization and inspectable completion states.",
      "limit": "Retrieved automatic captions contain music labels and stray words; they were not treated as narration. The cart does not prove a purchase.",
      "sampling_interval_seconds": 2,
      "sample_count": 50,
      "source_duration_seconds": 97.7,
      "title": "Introducing ChatGPT Atlas",
      "publication_date": "2025-10-21",
      "source_url": "https://www.youtube.com/watch?v=Ej6hnsQgV_c",
      "slug": "atlas",
      "short_title": "Introducing ChatGPT Atlas",
      "category": "workflow",
      "structure": "Increasing responsibility",
      "question": "How much of the work can a browser assistant take on?",
      "thread": "Each chapter gives the assistant more responsibility in a recognizable browser context.",
      "ending": "A prepared cart that the person can inspect before checkout.",
      "reading": "The examples are different tasks, so their connection comes from an escalation in responsibility. Contextual answers establish that the assistant can work with a page. Editing and recall then make it useful across work already underway. The shopping sequence extends that logic to action. Its permission and checkout states matter because they make the boundary of delegation visible.",
      "roles": [
        {
          "label": "Establish the environment",
          "why": "The opening gives viewers a browser to recognize before asking them to follow several types of assistance."
        },
        {
          "label": "Start with understanding",
          "why": "Questions tied to current pages make context the first source of usefulness. The assistant is introduced through what the person is already looking at."
        },
        {
          "label": "Extend across work",
          "why": "Editing and recall move from understanding a page to helping with an ongoing activity. The sequence expands scope without immediately jumping to autonomous action."
        },
        {
          "label": "Delegate with a visible boundary",
          "why": "Permission, browser activity and the filled cart turn a general agent claim into a sequence the viewer can inspect. The checkout control keeps purchase completion outside the shown result."
        },
        {
          "label": "Give a next action",
          "why": "The destination follows the demonstration. The audience has seen the proposed benefit before receiving a place to try it."
        }
      ],
      "frames": [
        {
          "time": 24.0,
          "label": "Understand",
          "caption": "Help begins in the context of a page.",
          "image": "/videos/storytelling/media/atlas/024000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=Ej6hnsQgV_c&t=24s"
        },
        {
          "time": 70.0,
          "label": "Authorize",
          "caption": "The browser permission state makes delegation visible.",
          "image": "/videos/storytelling/media/atlas/070000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=Ej6hnsQgV_c&t=70s"
        },
        {
          "time": 86.0,
          "label": "Inspect",
          "caption": "A filled cart is ready for a further human action.",
          "image": "/videos/storytelling/media/atlas/086000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=Ej6hnsQgV_c&t=86s"
        }
      ],
      "borrow": [
        "Order connected capabilities by the responsibility they take on.",
        "Keep the permission and completion states that define what the system actually did."
      ],
      "risk": "Removing the human boundary can make a prepared result look like a completed external action.",
      "compare": {
        "id": "yRc5HcGJ-Cs",
        "reason": "Atlas joins different tasks through increasing delegation; Work joins different surfaces through one lamp project."
      }
    },
    {
      "id": "8JXwrVQQ4jw",
      "format": "Retrospective / learning story",
      "observations": [
        {
          "start": 0,
          "end": 22,
          "text": "Early workplace imagery, a mission statement and research experiments establish the starting conditions."
        },
        {
          "start": 24,
          "end": 40,
          "text": "Text-prediction imagery, papers and team material accompany captions about following an unexpected research lead."
        },
        {
          "start": 42,
          "end": 62,
          "text": "Product, event and people imagery broaden the story; captions turn toward work still ahead."
        },
        {
          "start": 64,
          "end": 67.08,
          "text": "Anniversary and company branding close the sequence."
        }
      ],
      "interpretation": "The organizing idea is learning through uncertainty. The montage is a retrospective, not a strictly ordered historical timeline.",
      "adaptation": "Build a retrospective around one turning point and what it changed. Use dated, verifiable team evidence.",
      "limit": "Narrative wording is read from automatic captions, not checked by listening. Historical and scale claims remain the film's claims.",
      "sampling_interval_seconds": 2,
      "sample_count": 35,
      "source_duration_seconds": 67.233833,
      "title": "10 years.",
      "publication_date": "2025-12-11",
      "source_url": "https://www.youtube.com/watch?v=8JXwrVQQ4jw",
      "slug": "ten-years",
      "short_title": "10 years.",
      "category": "human",
      "structure": "A turning point",
      "question": "What changed the direction of the work?",
      "thread": "Uncertain experiments lead to an unexpected line of research and then to wider activity.",
      "ending": "Present work and a sense that the project continues.",
      "reading": "The useful organizing device is a change in understanding. The early material establishes conditions in which the eventual direction was not obvious. The text-prediction passage gives the retrospective a turn, and the later montage shows a broader present. This reading follows the captioned account and the image sequence; it does not turn the montage into a verified chronology.",
      "roles": [
        {
          "label": "Make the starting conditions legible",
          "why": "Workspace and research material establish a beginning with uncertainty and experiments. That gives the later shift something to change."
        },
        {
          "label": "Locate the turn",
          "why": "The captioned account of following a research lead supplies a causal hinge. Papers and team imagery give the abstract change visible material."
        },
        {
          "label": "Show the changed scale of activity",
          "why": "Products, events and people widen the story after the turn. The captions leave room for work ahead, rather than making the anniversary a final resolution."
        },
        {
          "label": "Mark the occasion",
          "why": "The anniversary ending identifies why this retrospective is being told now. Its function differs from a task demo's output reveal."
        }
      ],
      "frames": [
        {
          "time": 8.0,
          "label": "Origins",
          "caption": "Early work supplies a starting condition.",
          "image": "/videos/storytelling/media/ten-years/008000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=8JXwrVQQ4jw&t=8s"
        },
        {
          "time": 28.0,
          "label": "Turn",
          "caption": "Research material accompanies the change in direction.",
          "image": "/videos/storytelling/media/ten-years/028000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=8JXwrVQQ4jw&t=28s"
        },
        {
          "time": 58.0,
          "label": "Continuing work",
          "caption": "The retrospective opens toward the present and future.",
          "image": "/videos/storytelling/media/ten-years/058000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=8JXwrVQQ4jw&t=58s"
        }
      ],
      "borrow": [
        "Organize a team retrospective around a decision or discovery that changed the work.",
        "Use dated artifacts to distinguish chronology from thematic montage."
      ],
      "risk": "Placing archival images in sequence can imply an exact historical order that the evidence does not support.",
      "compare": {
        "id": "PSnJBfa183Y",
        "reason": "The wildfire account also links origins to current work, but gives that connection a recurring physical object."
      }
    },
    {
      "id": "xnInEsaaj9c",
      "format": "Expert workflow / accumulating changes",
      "observations": [
        {
          "start": 4,
          "end": 28,
          "text": "Introduction and a paper/editor pairing lead into visible proposed text changes."
        },
        {
          "start": 32,
          "end": 56,
          "text": "A diagram is supplied and the paper preview becomes the result surface."
        },
        {
          "start": 60,
          "end": 92,
          "text": "A literature-search chapter connects a question, references and edits back to the same document."
        },
        {
          "start": 96,
          "end": 116,
          "text": "A content-check chapter returns to the paper before the product end card."
        }
      ],
      "interpretation": "The continuing document gives separate capabilities a shared object and makes their effects comparable.",
      "adaptation": "Keep one real artifact through successive tasks, with a visible change after each task.",
      "limit": "Retained fieldnotes evidence, inspected again here. Current media retry failed; full originals are absent. Four-second sampling cannot resolve short intermediate states.",
      "sampling_interval_seconds": 4.0,
      "sample_count": 30,
      "source_duration_seconds": 119.194,
      "title": "Introducing Prism, a free workspace for scientists to write and collaborate on research",
      "publication_date": "2026-01-27",
      "source_url": "https://www.youtube.com/watch?v=xnInEsaaj9c",
      "slug": "prism",
      "short_title": "Introducing Prism",
      "category": "workflow",
      "structure": "One continuing artifact",
      "question": "How does this workspace help a paper move forward?",
      "thread": "The paper remains the place where each capability has an observable effect.",
      "ending": "A return to the document after editing, diagram, literature and checking tasks.",
      "reading": "A continuing artifact reduces the orientation cost of a feature tour. Even as the type of work changes, the paper gives viewers a stable place to look for consequences. The sequence can therefore accumulate meaning: this is the same research document receiving different kinds of help. The useful adaptation is continuity of content, not a requirement to reproduce the source interface.",
      "roles": [
        {
          "label": "Establish an editable object",
          "why": "The editor and paper pairing gives the audience a starting artifact. Proposed changes introduce assistance as something with a visible effect on that object."
        },
        {
          "label": "Change the kind of input",
          "why": "The diagram expands what can enter the workflow while the paper preview remains the result surface. A familiar destination holds the new capability in context."
        },
        {
          "label": "Connect research back to the artifact",
          "why": "Literature and references become part of a document task. The chapter has a reason to exist beyond showing another panel."
        },
        {
          "label": "Return for inspection",
          "why": "The final content-check passage keeps evaluation in the workflow. Generation is followed by another look at the object being produced."
        }
      ],
      "frames": [
        {
          "time": 20.0,
          "label": "Edit",
          "caption": "Visible text changes establish the continuing document.",
          "image": "/videos/storytelling/media/prism/020000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=xnInEsaaj9c&t=20s"
        },
        {
          "time": 48.0,
          "label": "Extend",
          "caption": "The diagram task returns to a paper result.",
          "image": "/videos/storytelling/media/prism/048000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=xnInEsaaj9c&t=48s"
        },
        {
          "time": 104.0,
          "label": "Check",
          "caption": "The final chapter examines the same artifact.",
          "image": "/videos/storytelling/media/prism/104000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=xnInEsaaj9c&t=104s"
        }
      ],
      "borrow": [
        "Use one real Poe artifact across the capabilities that genuinely belong to the same task.",
        "After each capability, show the specific change to that artifact."
      ],
      "risk": "Four-second retained samples can establish this broad sequence, but cannot support claims about short intermediate states or exact transitions.",
      "compare": {
        "id": "yRc5HcGJ-Cs",
        "reason": "Work extends the same principle across several artifacts by retaining a recognizable project identity."
      }
    },
    {
      "id": "0e-Brv-gS9Q",
      "format": "Product tour / workflow chapters",
      "observations": [
        {
          "start": 2,
          "end": 30,
          "text": "The app introduction moves into task entry, multitasking and dictation."
        },
        {
          "start": 32,
          "end": 88,
          "text": "Worktrees, a commit flow, skills and automation are shown through several projects."
        },
        {
          "start": 92,
          "end": 106,
          "text": "A review chapter exposes code differences and an explicit comment."
        },
        {
          "start": 108,
          "end": 132,
          "text": "A portable window leads to a website result and the brand ending."
        }
      ],
      "interpretation": "The chapters form a work-cycle vocabulary. This is a multi-example tour, not evidence of one uninterrupted build.",
      "adaptation": "Choose the chapters the recorded argument needs, and give review and finished output their own beats.",
      "limit": "Retained evidence re-inspected after a fresh extraction was interrupted. No uninterrupted-task or real-time-speed inference.",
      "sampling_interval_seconds": 2.0,
      "sample_count": 67,
      "source_duration_seconds": 132.654,
      "title": "A first look at the Codex app",
      "publication_date": "2026-02-02",
      "source_url": "https://www.youtube.com/watch?v=0e-Brv-gS9Q",
      "slug": "codex-app",
      "short_title": "A first look at the Codex app",
      "category": "workflow",
      "structure": "Stages of work",
      "question": "What does working in this app involve?",
      "thread": "Enter work, organize it, inspect it and use its results.",
      "ending": "A website result after a tour through several work modes and projects.",
      "reading": "This tour gives viewers a vocabulary for using the app. Its unity comes from familiar stages of work rather than a single continuous build. Review is a distinct chapter, with differences and a comment made visible before the film moves toward a result. That is useful for an all-hands explanation in which judgment is part of the product story.",
      "roles": [
        {
          "label": "Make entry approachable",
          "why": "Task entry, multitasking and dictation establish ways to begin. Product interaction appears early because the film is explaining an app."
        },
        {
          "label": "Expand the work vocabulary",
          "why": "Worktrees, commits, skills and automation show different ways to organize and repeat work. The several projects make this a tour, not a continuous task record."
        },
        {
          "label": "Give review its own passage",
          "why": "Visible differences and a comment make the person's inspection part of the story. The sequence does not reduce the workflow to submitting a prompt."
        },
        {
          "label": "Move toward use",
          "why": "A portable window and website result give the tour a destination outside its earlier setup steps. They are closing examples, not proof that every preceding chapter belongs to this one build."
        }
      ],
      "frames": [
        {
          "time": 10.0,
          "label": "Begin",
          "caption": "Task entry gives the tour an immediate starting point.",
          "image": "/videos/storytelling/media/codex-app/010000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=0e-Brv-gS9Q&t=10s"
        },
        {
          "time": 98.0,
          "label": "Review",
          "caption": "The review chapter exposes differences and a comment.",
          "image": "/videos/storytelling/media/codex-app/098000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=0e-Brv-gS9Q&t=98s"
        },
        {
          "time": 124.0,
          "label": "Use",
          "caption": "A website supplies a closing result surface.",
          "image": "/videos/storytelling/media/codex-app/124000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=0e-Brv-gS9Q&t=124s"
        }
      ],
      "borrow": [
        "Select only the work stages needed by the recorded argument.",
        "Give inspection and the usable result enough space to be understood."
      ],
      "risk": "Editing examples together can imply one continuous build. Preserve changes of project when they matter to the claim.",
      "compare": {
        "id": "aCN9iCXNJqQ",
        "reason": "The brand film delays the same product category's reveal because it is making a different promise to its audience."
      }
    },
    {
      "id": "aCN9iCXNJqQ",
      "format": "Brand film / history of making",
      "observations": [
        {
          "start": 0,
          "end": 18,
          "text": "Pointing, reading, drawing and assembling establish recurring human gestures."
        },
        {
          "start": 20,
          "end": 40,
          "text": "Computers, mathematics, chess and robotics widen the range of making."
        },
        {
          "start": 42,
          "end": 50,
          "text": "The film returns to a person and a laptop; the Codex interface is visible around 50 seconds."
        },
        {
          "start": 52,
          "end": 60.02,
          "text": "Large invitation copy and the company mark close the film."
        }
      ],
      "interpretation": "The product arrives as a continuation of human curiosity. Delayed UI serves this brand argument, unlike the early UI in the app tour.",
      "adaptation": "Use a brief human or team context sequence when it earns the product reveal; shorten it for an all-hands demonstration.",
      "limit": "No captions listed; repeated gestures and sequence are observable, but soundtrack and precise match-cut mechanics are not assessed.",
      "sampling_interval_seconds": 2,
      "sample_count": 31,
      "source_duration_seconds": 60.06,
      "title": "OpenAI Super Bowl 2026 | Codex | You Can Just Build Things",
      "publication_date": "2026-02-08",
      "source_url": "https://www.youtube.com/watch?v=aCN9iCXNJqQ",
      "slug": "codex-super-bowl",
      "short_title": "Codex Super Bowl film",
      "category": "brand",
      "structure": "A human context for the reveal",
      "question": "Where does this tool fit in the human activity of making?",
      "thread": "Repeated gestures connect people, disciplines and tools before the product appears.",
      "ending": "An invitation to build.",
      "reading": "The delay before the product reveal is doing narrative work. Human gestures establish a broad category of activity, and later computing and robotics material extend it. Codex arrives near the end as another tool in that category. This is a positioning argument; the film does not promise to teach a specific workflow.",
      "roles": [
        {
          "label": "Establish the human activity",
          "why": "Pointing, reading, drawing and assembling create a recurring subject across changing images: people trying to understand and make things."
        },
        {
          "label": "Widen the field",
          "why": "Computing, mathematics and robotics extend that activity across disciplines. The changes of subject support breadth rather than progress through one task."
        },
        {
          "label": "Place the product in that context",
          "why": "Returning to a person and laptop narrows the montage before the app appears. The product inherits the context established by the preceding images."
        },
        {
          "label": "Offer an invitation",
          "why": "The ending asks the audience to identify with making. It does not need the same kind of artifact proof as a feature demonstration, because it has set a different expectation."
        }
      ],
      "frames": [
        {
          "time": 10.01,
          "label": "Human activity",
          "caption": "Making and learning precede the product.",
          "image": "/videos/storytelling/media/codex-super-bowl/010010.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=aCN9iCXNJqQ&t=10s"
        },
        {
          "time": 30.03,
          "label": "Wider context",
          "caption": "The montage connects that activity to other disciplines.",
          "image": "/videos/storytelling/media/codex-super-bowl/030030.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=aCN9iCXNJqQ&t=30s"
        },
        {
          "time": 50.008292,
          "label": "Reveal",
          "caption": "The Codex interface arrives late in the minute.",
          "image": "/videos/storytelling/media/codex-super-bowl/050008.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=aCN9iCXNJqQ&t=50s"
        }
      ],
      "borrow": [
        "Use team or human context when it makes the product's purpose easier to understand.",
        "For a short all-hands demo, retain only the context the audience needs."
      ],
      "risk": "Copying the long delay into a brief feature explanation can spend the time needed to show the feature's result.",
      "compare": {
        "id": "0e-Brv-gS9Q",
        "reason": "The app tour reaches interaction early. Comparing the two prevents treating one opening duration as a universal rule."
      }
    },
    {
      "id": "gpj9YWbr3IQ",
      "format": "Customer story / confidence and decisions",
      "observations": [
        {
          "start": 0,
          "end": 22,
          "text": "A benefit-led caption opening gives way to the flower-rental business and its physical work."
        },
        {
          "start": 24,
          "end": 46,
          "text": "The founder's captions describe difficulty expressing ideas and earlier sources of encouragement."
        },
        {
          "start": 48,
          "end": 86,
          "text": "The account compares expansion options and reports advice to strengthen the existing business before expanding."
        },
        {
          "start": 92,
          "end": 118,
          "text": "A printer problem, device use and a reported fix bring the story back to daily work and confidence."
        }
      ],
      "interpretation": "A better decision can mean waiting. The everyday repair gives a large business aspiration a smaller, concrete counterpart.",
      "adaptation": "Connect the change to someone's work and judgment. Show the decision it enabled, including a decision not to proceed.",
      "limit": "Automatic captions support the account; outcomes are customer testimony, not independently measured business impact.",
      "sampling_interval_seconds": 2,
      "sample_count": 63,
      "source_duration_seconds": 122.96,
      "title": "ChatGPT for Small Business: More Time to Create | The Floral Hire",
      "publication_date": "2026-04-28",
      "source_url": "https://www.youtube.com/watch?v=gpj9YWbr3IQ",
      "slug": "floral-hire",
      "short_title": "The Floral Hire",
      "category": "human",
      "structure": "A person and a better decision",
      "question": "What becomes easier for this business owner?",
      "thread": "The founder's judgment and daily work connect the personal context to practical examples.",
      "ending": "Reported confidence and an everyday problem addressed.",
      "reading": "The story gives a large aspiration a human scale. Personal context explains why expressing and examining ideas matters to the founder. The expansion account then adds a useful complication: the reported advice is to strengthen the existing business before expanding. The printer episode returns from strategy to ordinary work. Together they frame usefulness as better judgment and support across the day.",
      "roles": [
        {
          "label": "Place the benefit in a business",
          "why": "The opening benefit is followed by flowers and physical work. That makes the setting more specific than a generic productivity claim."
        },
        {
          "label": "Explain the personal stakes",
          "why": "The captioned account of difficulty expressing ideas helps explain why conversational assistance would matter to this person."
        },
        {
          "label": "Make a decision consequential",
          "why": "Comparing expansion options provides a concrete use for advice. The reported decision to wait gives the passage a turn instead of treating more activity as the only form of progress."
        },
        {
          "label": "Return to the working day",
          "why": "The printer problem supplies a smaller counterpart to the business decision. The closing confidence remains the founder's account of her experience."
        }
      ],
      "frames": [
        {
          "time": 16.0,
          "label": "Context",
          "caption": "The physical business gives the account a setting.",
          "image": "/videos/storytelling/media/floral-hire/016000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=gpj9YWbr3IQ&t=16s"
        },
        {
          "time": 70.0,
          "label": "Decision",
          "caption": "Expansion becomes a question to examine.",
          "image": "/videos/storytelling/media/floral-hire/070000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=gpj9YWbr3IQ&t=70s"
        },
        {
          "time": 96.0,
          "label": "Daily work",
          "caption": "A printer problem brings the benefit back to the working day.",
          "image": "/videos/storytelling/media/floral-hire/096000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=gpj9YWbr3IQ&t=96s"
        }
      ],
      "borrow": [
        "Show the decision a capability helped someone make.",
        "Include a decision to wait or change direction when that is the real result."
      ],
      "risk": "Customer testimony can support an account of experience. It does not independently establish revenue, saved time or other measured business impact.",
      "compare": {
        "id": "IqC3YrIzbQw",
        "reason": "Both begin from a human need; the longer format has room to explain why the help matters and how a decision changes."
      }
    },
    {
      "id": "bJcA23ckzcY",
      "format": "Brand film / visual metaphor",
      "observations": [
        {
          "start": 0,
          "end": 18,
          "text": "Several people remain at work in everyday office and home settings."
        },
        {
          "start": 20,
          "end": 32,
          "text": "Typing, task entry and a model-setting control connect those settings to Codex."
        },
        {
          "start": 34,
          "end": 78,
          "text": "Ordinary objects and rooms give way to a surreal launch and flight sequence."
        },
        {
          "start": 80,
          "end": 90.01,
          "text": "The same people return to their work settings before the end branding."
        }
      ],
      "interpretation": "The ordinary-world return frames flight as a metaphor for possibility. It does not supply a finished software artifact.",
      "adaptation": "A short metaphor can establish motivation, but retain a separate product demonstration when the audience needs proof.",
      "limit": "Automatic captions mix short dialogue with launch language; no listening, sound-cue or literal speed claim is made.",
      "sampling_interval_seconds": 2,
      "sample_count": 46,
      "source_duration_seconds": 90.09,
      "title": "It's time to fly | Codex",
      "publication_date": "2026-06-03",
      "source_url": "https://www.youtube.com/watch?v=bJcA23ckzcY",
      "slug": "time-to-fly",
      "short_title": "It's time to fly",
      "category": "brand",
      "structure": "Departure and return",
      "question": "What possibility does the tool represent to people at work?",
      "thread": "Ordinary work settings frame a surreal departure and a return to the same people.",
      "ending": "A return to work after a visual metaphor for possibility.",
      "reading": "The ordinary settings make the departure legible as a change of register. Product input sits between those settings and the surreal launch, linking the metaphor to the tool. The return then closes the excursion. Its narrative result is a way of imagining work; the film does not show a completed software artifact that could serve as product proof.",
      "roles": [
        {
          "label": "Establish an ordinary world",
          "why": "Several people at work create recognizable starting conditions. Their settings give the later departure something concrete to transform."
        },
        {
          "label": "Connect the tool to the departure",
          "why": "Task entry and a setting control make Codex part of the sequence before the visual world changes."
        },
        {
          "label": "Develop the metaphor",
          "why": "Rooms and objects giving way to flight expand the possible scale of the experience. The sampled images support a metaphorical reading, not a literal speed claim."
        },
        {
          "label": "Return to the starting world",
          "why": "The same people and settings close the loop. The return is the resolution of the visual story; it is not evidence that a particular build has been completed."
        }
      ],
      "frames": [
        {
          "time": 12.012,
          "label": "At work",
          "caption": "Everyday settings establish the starting world.",
          "image": "/videos/storytelling/media/time-to-fly/012012.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=bJcA23ckzcY&t=12s"
        },
        {
          "time": 70.028292,
          "label": "Departure",
          "caption": "The film shifts into a surreal register.",
          "image": "/videos/storytelling/media/time-to-fly/070028.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=bJcA23ckzcY&t=70s"
        },
        {
          "time": 84.000583,
          "label": "Return",
          "caption": "The people arrive back in their work settings.",
          "image": "/videos/storytelling/media/time-to-fly/084001.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=bJcA23ckzcY&t=84s"
        }
      ],
      "borrow": [
        "A brief metaphor can establish motivation when it fits the speaker's argument.",
        "Follow it with a real demonstration when the audience needs to assess a capability."
      ],
      "risk": "A visual metaphor for possibility is not evidence of speed, reliability or finished work.",
      "compare": {
        "id": "aCN9iCXNJqQ",
        "reason": "Both are brand arguments. One uses departure and return; the other places a product in a wider history of making."
      }
    },
    {
      "id": "yRc5HcGJ-Cs",
      "format": "Product launch / one project across outputs",
      "observations": [
        {
          "start": 0,
          "end": 22,
          "text": "Introduction and dictation establish a lamp-product planning request."
        },
        {
          "start": 24,
          "end": 50,
          "text": "Connected context leads to a supplier spreadsheet, generated imagery and a product-page composition."
        },
        {
          "start": 52,
          "end": 72,
          "text": "The same project becomes a deck; a targeted request changes a chart."
        },
        {
          "start": 76,
          "end": 90,
          "text": "A phone request, scheduled task and feedback lead to a further deck update."
        },
        {
          "start": 92,
          "end": 99.85,
          "text": "The work invitation and brand close the film."
        }
      ],
      "interpretation": "A continuing lamp project makes integration visible through related artifacts and revisions.",
      "adaptation": "Carry recognizable content through input, analysis, output, correction and handoff. Give each surface a reason to appear.",
      "limit": "Captions unavailable. Visible progress durations indicate compressed work; screen changes do not establish real-time completion.",
      "sampling_interval_seconds": 2,
      "sample_count": 51,
      "source_duration_seconds": 100.0,
      "title": "Meet ChatGPT Work",
      "publication_date": "2026-07-09",
      "source_url": "https://www.youtube.com/watch?v=yRc5HcGJ-Cs",
      "slug": "chatgpt-work",
      "short_title": "Meet ChatGPT Work",
      "category": "workflow",
      "structure": "One project across surfaces",
      "question": "Can this project move from an idea to work the team can use?",
      "thread": "The lamp project stays recognizable through research, imagery, a page, a deck and feedback.",
      "ending": "Revised project material and a handoff into continuing team work.",
      "reading": "The lamp identity is the film's main continuity device. A spreadsheet, generated image, product page and deck would be a disconnected feature list without the shared project. Revision is especially useful here: changing a chart demonstrates that the result can be directed after generation. Mobile requests and feedback then extend the project into the team's continuing work.",
      "roles": [
        {
          "label": "Give the project an identity",
          "why": "The lamp request supplies a subject the viewer can recognize again. That reduces the cost of moving across several work surfaces."
        },
        {
          "label": "Accumulate related outputs",
          "why": "Supplier research, imagery and a page composition each do a different job for the same project. Their order suggests progress because their content remains connected."
        },
        {
          "label": "Make user control visible",
          "why": "A deck turns the work into something presentable, and the chart revision demonstrates a specific response to direction. The first output is not treated as the end of the task."
        },
        {
          "label": "Continue beyond the first session",
          "why": "Phone input, scheduling and feedback place the artifact in an ongoing workflow. A later deck update answers new input instead of simply repeating the reveal."
        },
        {
          "label": "Close on the work proposition",
          "why": "The invitation follows a sequence of related actions. Its coherence depends on the project content carried through the film."
        }
      ],
      "frames": [
        {
          "time": 36.0,
          "label": "Shared project",
          "caption": "Research belongs to the recognizable lamp task.",
          "image": "/videos/storytelling/media/chatgpt-work/036000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=yRc5HcGJ-Cs&t=36s"
        },
        {
          "time": 70.0,
          "label": "Revision",
          "caption": "A targeted change makes control over the result visible.",
          "image": "/videos/storytelling/media/chatgpt-work/070000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=yRc5HcGJ-Cs&t=70s"
        },
        {
          "time": 88.0,
          "label": "Continuing work",
          "caption": "Feedback leads back to the project material.",
          "image": "/videos/storytelling/media/chatgpt-work/088000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=yRc5HcGJ-Cs&t=88s"
        }
      ],
      "borrow": [
        "Carry the same real content through analysis, creation and review.",
        "Include one meaningful correction and show what changes because of it."
      ],
      "risk": "The edited progress labels do not support a real-time completion claim. Integration should be demonstrated by related content, not just transitions between apps.",
      "compare": {
        "id": "MSiAd36bGeQ",
        "reason": "The data-agent film uses a business question as its thread where this film uses a project identity."
      }
    },
    {
      "id": "ceBruD6v5Bk",
      "format": "Single-task feature vignette",
      "observations": [
        {
          "start": 0,
          "end": 6,
          "text": "Brief copy and a mode change introduce voice use."
        },
        {
          "start": 8,
          "end": 18,
          "text": "A spoken request appears as text: compare recipe versions and investigate excess spice."
        },
        {
          "start": 20,
          "end": 26,
          "text": "Progress, email material and a recipe document provide the work context."
        },
        {
          "start": 28,
          "end": 39.42,
          "text": "An ingredient-level explanation resolves the question before the close."
        }
      ],
      "interpretation": "The specific question gives a generic input feature a reason to exist and a legible answer.",
      "adaptation": "Choose a small question whose answer can be recognized in one sentence or one changed state.",
      "limit": "Automatic captions are not a listening check. The visible worked-time label exceeds the depicted work interval; this is not a speed benchmark.",
      "sampling_interval_seconds": 2,
      "sample_count": 21,
      "source_duration_seconds": 39.566667,
      "title": "You can just use your voice | ChatGPT Work",
      "publication_date": "2026-08-24",
      "source_url": "https://www.youtube.com/watch?v=ceBruD6v5Bk",
      "slug": "voice",
      "short_title": "Voice in ChatGPT Work",
      "category": "workflow",
      "structure": "A narrow question and answer",
      "question": "Why did the recipe become too spicy?",
      "thread": "The recipe comparison stays specific enough for the final explanation to answer it directly.",
      "ending": "An ingredient-level explanation.",
      "reading": "Voice is an input method, but the film gives it a small job with a recognizable answer. Comparing recipe versions creates a reason to retrieve context. Identifying an ingredient difference gives that retrieval a payoff. Because the question is narrow, the audience can judge whether the shown response addresses it without needing an entire new workflow explained.",
      "roles": [
        {
          "label": "Introduce the mode",
          "why": "The brief opening establishes voice use, then moves quickly into a task. The feature name does not carry the explanation by itself."
        },
        {
          "label": "Ask something answerable",
          "why": "A comparison between recipe versions gives the request a concrete object and a specific discrepancy to explain."
        },
        {
          "label": "Show relevant context",
          "why": "Email material and a recipe document connect the answer to information used in the task. They have a role beyond filling a progress interval."
        },
        {
          "label": "Resolve at the right scale",
          "why": "The ingredient explanation answers the original question at a useful level of detail. A broad closing productivity claim is unnecessary to understand the result."
        }
      ],
      "frames": [
        {
          "time": 16.0,
          "label": "Question",
          "caption": "The recipe comparison makes voice useful for a particular job.",
          "image": "/videos/storytelling/media/voice/016000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=ceBruD6v5Bk&t=16s"
        },
        {
          "time": 24.0,
          "label": "Context",
          "caption": "The work draws on recipe and message material.",
          "image": "/videos/storytelling/media/voice/024000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=ceBruD6v5Bk&t=24s"
        },
        {
          "time": 30.0,
          "label": "Answer",
          "caption": "The result explains an ingredient difference.",
          "image": "/videos/storytelling/media/voice/030000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=ceBruD6v5Bk&t=30s"
        }
      ],
      "borrow": [
        "Choose a question that the audience can recognize as answered.",
        "Keep the final evidence close to the question's level of detail."
      ],
      "risk": "The displayed worked-time label is longer than the depicted interval. The film supports the task structure, not a speed benchmark.",
      "compare": {
        "id": "MSiAd36bGeQ",
        "reason": "The data-agent launch begins with another diagnostic question, then adds presentation and team handoff after the answer."
      }
    },
    {
      "id": "0qK3KqvtRrg",
      "format": "Presenter tutorial / preview, build, revise, share",
      "observations": [
        {
          "start": 4,
          "end": 16,
          "text": "The presenter promises a usable site and previews a trip itinerary."
        },
        {
          "start": 24,
          "end": 58,
          "text": "Existing trip context and a detailed request lead to a site preview."
        },
        {
          "start": 64,
          "end": 94,
          "text": "An expense-tracker revision is shown, followed by privacy explanation and a sharing request."
        },
        {
          "start": 96,
          "end": 134,
          "text": "A launch-dashboard example extends the same idea to recurring work and a sites index."
        },
        {
          "start": 136,
          "end": 140.37,
          "text": "The presenter and brand close the lesson."
        }
      ],
      "interpretation": "An early result gives viewers a destination; a visible revision then demonstrates control over the result.",
      "adaptation": "Preview the useful outcome, demonstrate one meaningful revision, and end with the audience's next action.",
      "limit": "Captions supply the explanation; no listening pass. The sharing request alone does not prove recipient access, and the film is edited.",
      "sampling_interval_seconds": 2,
      "sample_count": 72,
      "source_duration_seconds": 140.515375,
      "title": "Build a Shareable Site",
      "publication_date": "2026-08-28",
      "source_url": "https://www.youtube.com/watch?v=0qK3KqvtRrg",
      "slug": "shareable-site",
      "short_title": "Build a Shareable Site",
      "category": "tutorial",
      "structure": "Preview, build and revise",
      "question": "How do I get to a useful site and change it when I need to?",
      "thread": "The early trip-site preview provides a destination for the later request and revision.",
      "ending": "A next action and a second context in which the workflow can be useful.",
      "reading": "The finished-site preview gives the audience a reason to follow the construction steps. The expense-tracker revision then answers a likely next concern: whether the result can be changed after it exists. Sharing and the work-dashboard example extend the lesson from making a page to using it. The order teaches purpose, control and application.",
      "roles": [
        {
          "label": "Preview the destination",
          "why": "Showing the itinerary early makes the promised outcome concrete. Later actions can be understood as steps toward something already recognizable."
        },
        {
          "label": "Connect context to the request",
          "why": "The existing trip material explains what the build draws from. The request is part of a task with supplied context, not an isolated incantation."
        },
        {
          "label": "Demonstrate control and explain sharing",
          "why": "Changing the expense tracker makes revision an explicit part of the workflow. The privacy explanation supplies conditions for the next action."
        },
        {
          "label": "Generalize after the first example",
          "why": "The launch dashboard broadens applicability once the basic workflow is established. It gives a work audience a second reason to use the same idea."
        },
        {
          "label": "Close the lesson",
          "why": "The presenter and brand finish a guided explanation. The tutorial's composited presenter layout is a source-film choice, separate from the all-hands playback setup."
        }
      ],
      "frames": [
        {
          "time": 14.014,
          "label": "Destination",
          "caption": "The useful site is visible before the construction.",
          "image": "/videos/storytelling/media/shareable-site/014014.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=0qK3KqvtRrg&t=14s"
        },
        {
          "time": 72.030292,
          "label": "Revision",
          "caption": "The expense tracker becomes a concrete change request.",
          "image": "/videos/storytelling/media/shareable-site/072030.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=0qK3KqvtRrg&t=72s"
        },
        {
          "time": 126.000875,
          "label": "Wider use",
          "caption": "A recurring work request extends the lesson beyond trip planning.",
          "image": "/videos/storytelling/media/shareable-site/126001.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=0qK3KqvtRrg&t=126s"
        }
      ],
      "borrow": [
        "Preview the result when the steps would otherwise be hard to motivate.",
        "Show one meaningful revision and explain the audience's next action."
      ],
      "risk": "A request to share does not establish that recipients received or accessed the site. Preserve that distinction in an adapted demonstration.",
      "compare": {
        "id": "0e-Brv-gS9Q",
        "reason": "A tutorial gives the audience a path to repeat; an app tour establishes the stages and possibilities of a product."
      }
    },
    {
      "id": "2YHa1vhnmK0",
      "format": "Technical explainer / obstacles earn mechanisms",
      "observations": [
        {
          "start": 0,
          "end": 26,
          "text": "Infrastructure burdens precede the announcement and a simple responsibility diagram."
        },
        {
          "start": 28,
          "end": 58,
          "text": "An incident-investigation example motivates tools, instructions and execution-environment choices."
        },
        {
          "start": 60,
          "end": 104,
          "text": "Log volume motivates filtering; larger work motivates delegation and context management."
        },
        {
          "start": 106,
          "end": 116,
          "text": "A report shows findings, supporting material and proposed responses."
        },
        {
          "start": 118,
          "end": 137.57,
          "text": "The presenter generalizes the example and closes."
        }
      ],
      "interpretation": "Each technical feature answers a difficulty in the continuing investigation. The report is the endpoint, not a demonstrated production repair.",
      "adaptation": "Introduce a mechanism when the current task needs it; show the evidence or decision it produces.",
      "limit": "Shown token totals belong to this example, not a general performance result. No API behavior was independently tested.",
      "sampling_interval_seconds": 2,
      "sample_count": 70,
      "source_duration_seconds": 137.720917,
      "title": "Introducing the Agents API",
      "publication_date": "2026-09-10",
      "source_url": "https://www.youtube.com/watch?v=2YHa1vhnmK0",
      "slug": "agents-api",
      "short_title": "Introducing the Agents API",
      "category": "technical",
      "structure": "An obstacle earns a mechanism",
      "question": "What makes a production investigation difficult, and what handles each difficulty?",
      "thread": "An incident investigation supplies reasons for tools, execution, filtering, delegation and context management.",
      "ending": "A report with findings, supporting material and proposed responses.",
      "reading": "The film organizes technical detail around work that needs doing. Infrastructure comes first as a burden, then an incident supplies a concrete task. Log volume earns a filtering explanation; larger work earns delegation and context management. This order makes the mechanisms easier to evaluate because each is attached to an obstacle and an eventual report.",
      "roles": [
        {
          "label": "Name the burden",
          "why": "The opening explains why the architecture matters before presenting its responsibility diagram. The diagram has a problem to organize."
        },
        {
          "label": "Give the machinery a task",
          "why": "The investigation makes tool and execution choices concrete. Viewers can follow what the mechanisms are for."
        },
        {
          "label": "Introduce complexity when needed",
          "why": "Large logs, delegated work and context limits create distinct obstacles. The shown token comparison belongs to one filtering example; it is evidence inside that example, not a general benchmark."
        },
        {
          "label": "Expose the investigation's output",
          "why": "The report gathers findings and support into an inspectable result. It demonstrates what the investigation produced, while proposed responses remain further actions."
        },
        {
          "label": "Broaden from the example",
          "why": "The closing explanation can generalize after the audience has a specific case to refer to. The case remains the basis of the demonstration."
        }
      ],
      "frames": [
        {
          "time": 22.022,
          "label": "Mechanism",
          "caption": "A diagram organizes responsibilities after the initial burden.",
          "image": "/videos/storytelling/media/agents-api/022022.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=2YHa1vhnmK0&t=22s"
        },
        {
          "time": 66.024292,
          "label": "Obstacle",
          "caption": "Log volume creates a reason to filter the information.",
          "image": "/videos/storytelling/media/agents-api/066024.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=2YHa1vhnmK0&t=66s"
        },
        {
          "time": 112.028583,
          "label": "Evidence",
          "caption": "The incident report is the visible endpoint.",
          "image": "/videos/storytelling/media/agents-api/112029.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=2YHa1vhnmK0&t=112s"
        }
      ],
      "borrow": [
        "Introduce technical machinery at the moment the current task needs it.",
        "Show the evidence it produces and identify any action still required."
      ],
      "risk": "An investigation report is not a demonstrated production repair. A selected numerical comparison is not a universal performance result.",
      "compare": {
        "id": "bbNTY8O0GTY",
        "reason": "The semantic-layer film also explains a mechanism, but starts from a trust objection rather than an execution burden."
      }
    },
    {
      "id": "PSnJBfa183Y",
      "format": "Customer documentary / origin, field use, continuing mission",
      "observations": [
        {
          "start": 0,
          "end": 26,
          "text": "An inventor carries a sensor into the landscape while captions establish the problem and potential value."
        },
        {
          "start": 28,
          "end": 60,
          "text": "An early detector, archive pictures and family/partner accounts explain the project's development."
        },
        {
          "start": 62,
          "end": 90,
          "text": "Field tests and conversations with intended users connect devices, readable data and location questions."
        },
        {
          "start": 92,
          "end": 121.3,
          "text": "The ambition widens to a network, then returns to installation work and personal purpose."
        }
      ],
      "interpretation": "The sensor and landscape join the origin story to present work. Different people supply different kinds of testimony.",
      "adaptation": "Give a real project a concrete object, an origin, a user encounter and a next step.",
      "limit": "The film assigns sensing to the detector and interpretation to ChatGPT. Neither the film nor this review establishes detection accuracy or lives saved.",
      "sampling_interval_seconds": 2,
      "sample_count": 62,
      "source_duration_seconds": 121.454667,
      "title": "Detecting wildfires with ChatGPT",
      "publication_date": "2026-09-14",
      "source_url": "https://www.youtube.com/watch?v=PSnJBfa183Y",
      "slug": "wildfires",
      "short_title": "Detecting wildfires with ChatGPT",
      "category": "human",
      "structure": "Origins, field use and a next step",
      "question": "How did this project develop, and what does it need to do in the field?",
      "thread": "The sensor and the landscape connect the inventor's history to present installation work.",
      "ending": "An ambition for a network, grounded by a return to physical work.",
      "reading": "The physical object makes an expansive story easier to follow. It appears in the opening landscape, has an origin in the archival material, and returns in field conversations and installation. Different people contribute different kinds of testimony. User questions about interpretation and location also give the technical work a practical setting, without establishing that the wider ambition has already been achieved.",
      "roles": [
        {
          "label": "Put the object in its environment",
          "why": "Carrying the sensor into the landscape connects the device to the problem before its development is explained."
        },
        {
          "label": "Give the object a history",
          "why": "An early detector, archival images and family or partner accounts make the project an evolving effort. They supply personal context, not technical validation."
        },
        {
          "label": "Meet the conditions of use",
          "why": "Field tests and user conversations move the story from invention to practical questions about readable data and location. The sensor and interpretation have distinct roles."
        },
        {
          "label": "Extend the ambition, return to work",
          "why": "The network idea broadens the potential application. Installation and personal purpose then return the ending to a concrete activity that continues."
        }
      ],
      "frames": [
        {
          "time": 12.012,
          "label": "Environment",
          "caption": "The landscape establishes where the project is meant to work.",
          "image": "/videos/storytelling/media/wildfires/012012.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=PSnJBfa183Y&t=12s"
        },
        {
          "time": 72.030292,
          "label": "Use",
          "caption": "Field work connects the device to interpretation and user questions.",
          "image": "/videos/storytelling/media/wildfires/072030.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=PSnJBfa183Y&t=72s"
        },
        {
          "time": 116.032583,
          "label": "Next step",
          "caption": "The ending returns to the physical project.",
          "image": "/videos/storytelling/media/wildfires/116033.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=PSnJBfa183Y&t=116s"
        }
      ],
      "borrow": [
        "Give a project story a recurring object the audience can recognize.",
        "Let real user encounters explain what the next stage of work requires."
      ],
      "risk": "The detector supplies sensing; ChatGPT helps interpret data. Neither potential benefit nor personal testimony establishes detection accuracy or lives saved.",
      "compare": {
        "id": "8JXwrVQQ4jw",
        "reason": "Both connect origins to present work. Here the physical sensor gives the retrospective a more continuous object."
      }
    },
    {
      "id": "MSiAd36bGeQ",
      "format": "Product launch / question to distributed action",
      "observations": [
        {
          "start": 0,
          "end": 14,
          "text": "Audience labels lead to a specific question about traffic and flat sneaker sales."
        },
        {
          "start": 16,
          "end": 30,
          "text": "Context checks, conversion analysis and a report turn the question into an explanation and recommendations."
        },
        {
          "start": 32,
          "end": 56,
          "text": "The analysis becomes a deck and a dashboard that is revised and restyled."
        },
        {
          "start": 58,
          "end": 62,
          "text": "A recurring update request is followed by a team-channel message."
        },
        {
          "start": 64,
          "end": 71.18,
          "text": "The closing statement returns to the relationship between questions and action."
        }
      ],
      "interpretation": "The original business question remains recognizable through analysis, presentation, customization and handoff.",
      "adaptation": "End a data demo on the decision or communication the data enables, after showing its supporting analysis.",
      "limit": "No captions listed. Demo figures and the depicted update do not independently verify business performance or scheduling reliability.",
      "sampling_interval_seconds": 2,
      "sample_count": 37,
      "source_duration_seconds": 71.333333,
      "title": "Data agent in ChatGPT Work",
      "publication_date": "2026-09-10",
      "source_url": "https://www.youtube.com/watch?v=MSiAd36bGeQ",
      "slug": "data-agent",
      "short_title": "Data agent in ChatGPT Work",
      "category": "workflow",
      "structure": "A question becomes team work",
      "question": "Why is traffic strong while sneaker sales are flat?",
      "thread": "The same business question survives analysis, presentation, customization and communication.",
      "ending": "A depicted recurring-update request and team-channel handoff.",
      "reading": "The film treats the answer as an intermediate result. Analysis first explains the question, then a deck and dashboard make that explanation usable in different settings. Revision demonstrates control over those artifacts. The team-channel handoff gives the chain a social destination: the analysis is something other people can act on. The initial question keeps those surfaces connected.",
      "roles": [
        {
          "label": "Establish a discrepancy",
          "why": "Strong traffic and flat sales create a specific tension to explain. Audience labels lead into a question with more substance than a generic request for insights."
        },
        {
          "label": "Show how the explanation is supported",
          "why": "Context checks, conversion analysis and a report connect the eventual recommendation to visible work."
        },
        {
          "label": "Make the answer usable",
          "why": "The deck and dashboard change the form of the analysis for an audience. Revision and restyling make the presentation of the answer part of the workflow."
        },
        {
          "label": "Give the work a destination",
          "why": "The recurring-update request and channel message place the result in team communication. The depicted handoff closes the chain without proving future scheduling reliability."
        },
        {
          "label": "Return to the original proposition",
          "why": "The closing relation between questions and action has a concrete example behind it. The earlier question still explains why these artifacts were made."
        }
      ],
      "frames": [
        {
          "time": 14.0,
          "label": "Question",
          "caption": "The traffic and sales discrepancy supplies the task.",
          "image": "/videos/storytelling/media/data-agent/014000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=MSiAd36bGeQ&t=14s"
        },
        {
          "time": 26.0,
          "label": "Explanation",
          "caption": "A report turns the analysis into a proposed response.",
          "image": "/videos/storytelling/media/data-agent/026000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=MSiAd36bGeQ&t=26s"
        },
        {
          "time": 62.0,
          "label": "Handoff",
          "caption": "The result reaches a team communication surface.",
          "image": "/videos/storytelling/media/data-agent/062000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=MSiAd36bGeQ&t=62s"
        }
      ],
      "borrow": [
        "Keep the original question recognizable as the output changes form.",
        "End on the decision or communication the analysis enables."
      ],
      "risk": "The numbers are part of a demonstration. They do not independently establish business performance, and a depicted scheduled update does not verify future delivery.",
      "compare": {
        "id": "ceBruD6v5Bk",
        "reason": "The voice vignette stops at an answer; this longer sequence makes the answer useful to a team."
      }
    },
    {
      "id": "bbNTY8O0GTY",
      "format": "Trust explainer / objection, mechanism, conditions",
      "observations": [
        {
          "start": 2,
          "end": 34,
          "text": "Two presenters address how an agent can choose the right data when business definitions are scattered."
        },
        {
          "start": 36,
          "end": 60,
          "text": "A definitions document supplies entities, metrics and filters; captions call for a knowledgeable team member to review it."
        },
        {
          "start": 62,
          "end": 98,
          "text": "The discussion covers reusing existing definitions and the continuing effort required."
        },
        {
          "start": 100,
          "end": 112.28,
          "text": "A future-product tease and brand ending close the discussion."
        }
      ],
      "interpretation": "The story answers a trust objection with an inspectable mechanism and conditions for using it, rather than a new finished-output reveal.",
      "adaptation": "Name the audience's strongest objection, show how it is handled, and retain the necessary human work.",
      "limit": "Automatic captions are not listening-verified. The document is an example, not proof that arbitrary data questions are answered correctly.",
      "sampling_interval_seconds": 2,
      "sample_count": 58,
      "source_duration_seconds": 112.433333,
      "title": "Use ChatGPT Work to ground analysis in your semantic layer",
      "publication_date": "2026-09-18",
      "source_url": "https://www.youtube.com/watch?v=bbNTY8O0GTY",
      "slug": "semantic-layer",
      "short_title": "Grounding analysis in a semantic layer",
      "category": "technical",
      "structure": "An objection and its conditions",
      "question": "How will the agent use the right business definitions?",
      "thread": "The trust concern leads to an inspectable definitions document and the human work needed to maintain it.",
      "ending": "An explanation of the mechanism and the conditions for using it.",
      "reading": "The uncertainty belongs to the audience: a convincing answer still needs the right data and definitions. The document makes the proposed mechanism inspectable. The captioned requirement for expert review is part of the answer, rather than an incidental caveat. The discussion of reuse and continuing effort keeps trust tied to a working practice.",
      "roles": [
        {
          "label": "State the adoption objection",
          "why": "Scattered definitions and complex business data explain why answer generation alone would not settle the audience's concern."
        },
        {
          "label": "Make the mechanism inspectable",
          "why": "Entities, metrics and filters give the explanation a concrete document. The call for a knowledgeable person to review it identifies the human judgment the mechanism depends on."
        },
        {
          "label": "Retain the operating conditions",
          "why": "Reusing definitions and maintaining them keeps the account connected to existing team work. This is a process to operate, not a single result reveal."
        },
        {
          "label": "Separate the answer from the tease",
          "why": "The future-product reference closes the discussion, but the demonstrated explanatory value lies in the earlier mechanism and its conditions."
        }
      ],
      "frames": [
        {
          "time": 22.0,
          "label": "Objection",
          "caption": "The presenters address the problem of choosing the right definitions.",
          "image": "/videos/storytelling/media/semantic-layer/022000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=bbNTY8O0GTY&t=22s"
        },
        {
          "time": 48.0,
          "label": "Mechanism",
          "caption": "A definitions document makes the proposed approach visible.",
          "image": "/videos/storytelling/media/semantic-layer/048000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=bbNTY8O0GTY&t=48s"
        },
        {
          "time": 84.0,
          "label": "Conditions",
          "caption": "The discussion retains the ongoing work required.",
          "image": "/videos/storytelling/media/semantic-layer/084000.webp",
          "width": 320,
          "height": 180,
          "source_url": "https://www.youtube.com/watch?v=bbNTY8O0GTY&t=84s"
        }
      ],
      "borrow": [
        "Name the strongest audience objection in plain language.",
        "Show the mechanism that addresses it and retain the human work it requires."
      ],
      "risk": "An example definitions document does not prove that arbitrary business questions will receive correct answers.",
      "compare": {
        "id": "2YHa1vhnmK0",
        "reason": "The API film resolves a technical task into a report; this film resolves a trust concern into an explanation with conditions."
      }
    }
  ]
}
